A New Natural Language Processing-Based Essay Grading Algorithm

  • S. Suman Rajest Professor, Bharath Institute of Higher Education and Research, Chennai, Tamil Nadu, India.
  • R. Regin Assistant Professor, Department of Computer Science and Engineering, SRM Institute of Science and Technology, Ramapuram, India
  • Shynu T Master of Engineering, Department of Biomedical Engineering, Agni College of Technology, Chennai, Tamil Nadu, India.
  • Steffi. R Assistant Professor, Department of Electronics and Communication, Vins Christian College of Engineering, Tamil Nadu, India.
Keywords: Automatic evaluation, Natural Language Processing (NLP), General Assessment, And Topic/Question Correlation, Evaluation Method,


The evaluation of an English essay is one of the most significant and difficult activities that is manually carried out by knowledgeable and capable instructors and faculty members. The advancement of science and technology has made it possible to automatically evaluate an English essay by employing techniques pertaining to natural language processing. For any given English essay, the intelligent system provides a generic evaluation as well as the topic/question correlation. This evaluation is based on the NLP multiple neural network model, which was used to build the system. The evaluation of essays according to worldwide standards is the primary contribution of this innovation. Any worldwide grading system, such as the Graduate Record Examination, the International English Language Testing System, etc., is qualified to make use of the grading standard. The algorithm gives users the opportunity to test their knowledge on a range of criteria, from the most basic to the most complicated, that are included in the scoring of an English essay.



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129. M. Farman, A. Akgül, M.T. Tekin, M. M. Akram, A. Aqeel , E. E. Mahmoud, I. S. Yahia, “Fractal fractional-order derivative for HIV/AIDS model with Mittag-Leffler kernel”, Alex. Eng. J, vol. 61, no. 12,pp. 10965-10980, April 2022.
130. K.S. Nisar, A. Aqeel, M. Inc, M. Farman, H. Rezazadeh, L. Akinyemi, M.M. Mannan, “Analysis of dengue transmission using fractional order scheme”, Aims Math, vol. 7 no. 5, pp. 8408–8429, May 2022.
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132. Jain, Rituraj, Chakravarthi, M. Kalyan, Kumar, P. K., Hemakesavulu, O., Ramirez-Asis, Edwin, Pelaez-Diaz, Guillermo and Mahaveerakannan, R.. "Internet of Things-based smart vehicles design of bio-inspired algorithms using artificial intelligence charging system" Nonlinear Engineering, vol. 11, no. 1, pp. 582-589, 2022.
133. Pradeep Reddy, Gogulamudi, Yellapragada Venkata Pavan Kumar, Maddikera Kalyan Chakravarthi, and Aymen Flah., "Refined Network Topology for Improved Reliability and Enhanced Dijkstra Algorithm for Optimal Path Selection during Link Failures in Cluster Microgrids" Sustainability 14, no. 16: 10367, 2022.
134. Reddy, Gogulamudi Pradeep, Yellapragada Venkata Pavan Kumar, and Maddikera Kalyan Chakravarthi., "Communication Technologies for Interoperable Smart Microgrids in Urban Energy Community: A Broad Review of the State of the Art, Challenges, and Research Perspectives" Sensors 22, no. 15: 5881. 2022.
135. C. R. Mahesha, R. Suprabha, Nellore Manoj Kumar, Koushik Kosanam, Harishchander Anandaram, S. C. V. Ramana Murty Naidu, M. Kalyan Chakravarthi, Venkatesan Govindarajan, "Effect of Friction Stir Welding on the Mechanical and Microstructural Behaviour of AA7075 Aluminium Alloy", Advances in Materials Science and Engineering, vol. 2022, 8 pages, 2022.
136. B. Deepa, K. Gayathiridevi, M. Kalyan Chakravarthi, A. Shajahan, B Shanti Sree, Mohammed Imran Anees, Mohammad Habeeb, ”Slow evaporation technique to grow 3 – Amino benzene sulfonic acid single crystal for Non-Linear optical (NLO) transmission”, Materials Today: Proceedings, Vol. 62, Part.4, pp.2119-2123, 2022.
137. A, V. V. ., T, S. ., S, S. N. ., & Rajest, D. S. S. . (2022). IoT-Based Automated Oxygen Pumping System for Acute Asthma Patients. European Journal of Life Safety and Stability (2660-9630), 19 (7), 8-34.
138. Regin, D. R., Rajest, D. S. S., T, S., G, J. A. C., & R, S. (2022). An Automated Conversation System Using Natural Language Processing (NLP) Chatbot in Python. Central Asian Journal Of Medical And Natural Sciences, 3(4), 314-336.
139. Rajest, S. S. ., Regin, R. ., T, S. ., G, J. A. C. ., & R, S. . (2022). Production of Blockchains as Well as their Implementation. Vital Annex : International Journal of Novel Research in Advanced Sciences, 1(2), 21–44.
140. T, S., Rajest, S. S., Regin, R., Christabel G, J. A., & R, S. (2022). Automation And Control Of Industrial Operations Using Android Mobile Devices Based On The Internet Of Things. Central Asian Journal of Mathematical Theory and Computer Sciences, 3(9), 1-33.
141. Jerusha Angelene Christabel G, Shynu T, S. Suman Rajest, R. Regin, & Steffi. R. (2022). The use of Internet of Things (Iot) Technology in the Context of “Smart Gardens” is Becoming Increasingly Popular. International Journal of Biological Engineering and Agriculture, 1(2), 1–13.
142. R. Regin, Steffi. R, Jerusha Angelene Christabel G, Shynu T, S. Suman Rajest (2022), “Internet of Things (IoT) System Using Interrelated Computing Devices in Billing System”, Journal of Advanced Research in Dynamical and Control Systems, Vol.14, no.1, pp. 24-40.
143. S. S. Rajest, R. Regin, S. T, J. A. C. G, and S. R, “Improving Infrastructure and Transportation Systems Using Internet of Things Based Smart City”, CAJOTAS, vol. 3, no. 9, pp. 125-141, Sep. 2022.
144. R, S., Rajest, S. S., Regin, R., & T, S. (2022). The Obstacles Facing Businesses that are Run by their Families as their Primary Owners. Central Asian Journal of Innovations on Tourism Management and Finance, 3(11), 145-163.
145. Priscila, S. S., Rajest, S. S., T, S. and G, G. (2022) “An Improvised Virtual Queue Algorithm to Manipulate the Congestion in High-Speed Network”, Central Asian Journal of Medical and Natural Science, 3(6), pp. 343-360.
146. Regin, R., Rajest, S. S., T, S., & R, S. (2023). Human Resource Perspective and Pitfalls at Work. Central Asian Journal of Innovations on Tourism Management and Finance, 4(1), 31-49.
147. Regin, R., Rajest, S. S., T, S., & R, S. (2023). An Analytical Study of Development in Response to the COVID-19 Pandemic. Central Asian Journal of Medical and Natural Science, 4(1), 199-216.
148. Regin, R., Rajest, S. S., T, S., & R, S. (2023). A Review of Secure Neural Networks and Big Data Mining Applications in Financial Risk Assessment. Central Asian Journal of Innovations on Tourism Management and Finance, 4(2), 73-90.
149. R, S., Rajest, S. S., Regin, R., & T, S. (2023). Family Governance and the Moral Obligation of Businesses to Serve Their Communities. International Journal on Orange Technologies, 5(2), 60-77.
150. T, S., Rajest, S. S., Regin, R., & R, S. (2023). A Review on Using Machine Learning to Conduct Facial Analysis in Real Time for Real-Time Profiling. International Journal of Human Computing Studies, 5(2), 18-37.
151. A.Afroos Banu, S.Mani Naidu, Vinjamuri S.N. Ch.Dattu, G.Sridevi, M.Kalyan Chakravarthi, N.R.Rajagopalan,” Experimentally investigating the influence of static mixers on the performance of a solar water heater”, Materials Today: Proceedings, Vol. 62, Part. 4, pp. 2370-2375, 2022.
152. M. Siva Ramkumar, R. Priya, R. Felshiya Rajakumari, Prajoona Valsalan, M. Kalyan Chakravarthi, G. Charlyn Pushpa Latha, S. Mathupriya, Kavitha Rajan, "Review and Evaluation of Power Devices and Semiconductor Materials Based on Si, SiC, and Ga-N", Journal of Nanomaterials, vol. 2022, 7 pages, 2022.
153. S. Gowtham, T.Ch. Anil Kumar, N. S. M. P. Latha Devi, M. Kalyan Chakravarthi, S. Pradeep Kumar, R. Karthik, Harishchander Anandaram, N. Manoj Kumar, Kiran Ramaswamy, "A Survey on Additively Manufactured Nanocomposite Biomaterial for Orthopaedic Applications", Journal of Nanomaterials, vol. 2022, 7 pages, 2022.
154. Buragadda, S., Rani, K.S., Vasantha, S.V., Chakravarthi, M.K.,“HCUGAN: Hybrid Cyclic UNET GAN for Generating Augmented Synthetic Images of Chest X-Ray Images for Multi Classification of Lung Diseases”, International Journal of Engineering Trends and Technology, 70(2), pp. 229-238, 2022.
155. M.Kalyan Chakravarthi, Nithya Venkatesan,”Experimental Transfer Function Based Multi-Loop Adaptive Shinskey PI Control For High Dimensional MIMO Systems”, Journal of Engineering Science and Technology, 16(5), pp.4006-4015, 2021.
156. M.Kalyan Chakravarthi, Nithya Venkatesan, “Adaptive type-2 fuzzy controller for nonlinear delay dominant MIMO systems: an experimental paradigm in LabVIEW”, International Journal of Advanced Intelligence Paradigms, 10(4), pp.354 – 373, 2018.
157. A, Vishwanathraddi, Chakravarthi M., Kalyan ,”Arduino-based wireless mobot”, Asian Journal of Pharmaceutical and Clinical Research, 10(13), pp.61–65, 2017.
158. M.Kalyan Chakravarthi, Nithya Venkatesan, “Implementation of a Multi user Secured Remote Data Logger for Real Time Hybrid System”, Indian Journal of Science and Technology, 9(35), 2016.
159. Jolly, Anu Rose, Chakravarthi, M Kalyan, Jindal, Naveen Kumar, Birla sekaran, Dinesh,” Transparent Proxy Cache server using Raspberry Pi”, Indian Journal of Science and Technology, 9(44), 2016.
160. M.Kalyan Chakravarthi, Nithya Venkatesan, 2015,” Design and Implementation of LabVIEW Based Optimally Tuned PI Controller for A Real Time Non Linear Process”, Asian Journal of Scientific Research, Vol.8, Number 1, pp.95-106.
161. M. Kalyan Chakravarthi ,B.Bharath.“Dip Coated Thick Films Of Zno And Its Ethanol Sensing Properties”, IEEE, International Symposium on Mechatronics and its Applications (ISMA12), Sharjah, UAE,Pages:1-5, 2012.
162. M. Kalyan Chakravarthi, Pramod R. Watekar, “Optimization of Silica Glass Micro Fiber for Zero Dispersion Wavelength”, IJCA, ISBN: 978-93-80866-72-9, National Conference on Innovative Paradigms in Engineering & Technology (NCIPET-2012) organized by S. B. Jain Institute of technology, Nagpur.
163. M. Kalyan Chakravarthi ,K.Charan thej, R.Arun Praveen, M.Anjith and Pramod R. Watekar, ” Analysis of Silica Glass Coreless Optical Fiber”, National Conference on emerging trends in communications &Signal Processing Techniques,SANKETA-2012,Journal of innovation in electronics and communication,Volume 2,Issue 2,pages:135-137.
164. M., M., & Mesbah, S. (2016). Effective e-government and citizens adoption in Egypt. International Journal of Computer Applications, 133(7), 7–13. https://doi.org/10.5120/ijca2016907886
165. Ead, W. M., & Abbassy, M. M. (2021). IOT based on plant diseases detection and classification. 2021 7th International Conference on Advanced Computing and Communication Systems (ICACCS).
166. Ead, W., & Abbassy, M. (2018). Intelligent Systems of Machine Learning Approaches for developing E-services portals. EAI Endorsed Transactions on Energy Web, 167292. https://doi.org/10.4108/eai.2-12-2020.167292
167. Sadek, R. A., Abd-alazeem, D. M., & Abbassy, M. M. (2021). A new energy-efficient multi-hop routing protocol for heterogeneous wireless sensor networks. International Journal of Advanced Computer Science and Applications, 12(11).
168. Derindere Köseoğlu, S., Ead, W. M., & Abbassy, M. M. (2022). Basics of Financial Data Analytics. Financial Data Analytics, 23–57. https://doi.org/10.1007/978-3-030-83799-0_2
169. Ead, W. M., & Abbassy, M. M. (2022). A general cyber hygiene approach for financial analytical environment. Financial Data Analytics, 369–384.
170. Abbassy, M. M., & Ead, W. M. (2020). Intelligent Greenhouse Management System. 2020 6th International Conference on Advanced Computing and Communication Systems (ICACCS).
171. Khalifa, I., Abd Al-glil, H., & M. Abbassy, M. (2013). Mobile hospitalization. International Journal of Computer Applications, 80(13), 18–23.
172. Abbassy,M.M., & Mohamed A.A.(2016). “Mobile Expert System to Detect Liver Disease Kind”, International Journal of Computer Applications, 14(5), 320–324.
173. Khalifa, I., Abd Al-glil, H., & M. Abbassy, M. (2014). Mobile hospitalization for Kidney Transplantation. International Journal of Computer Applications, 92(6), 25–29.
174. Ead, W. M., Abbassy, M. M., & El-Abd, E. (2021). A general framework information loss of utility-based anonymization in Data Publishing. Turkish Journal of Computer and Mathematics Education, 12(5), 1450–1456.
175. Abbassy, M. M., & Abo-Alnadr, A. (2019). Rule-based emotion AI in Arabic Customer Review. International Journal of Advanced Computer Science and Applications, 10(9).
176. Abbassy, M. M. (2020). The human brain signal detection of Health Information System IN EDSAC: A novel cipher text attribute based encryption with EDSAC distributed storage access control. Journal of Advanced Research in Dynamical and Control Systems, 12(SP7), 858–868. https://doi.org/10.5373/jardcs/v12sp7/20202176
177. Abbassy, M. M. (2020). Opinion mining for Arabic customer feedback using machine learning. Journal of Advanced Research in Dynamical and Control Systems, 12(SP3), 209–217.
178. M. Kalyan Chakravarthi ,Rohit Kumar Oli, and Pramod R. Watekar,,“Design of a Furnace for Soft Glass Fiber Drawing”, National Conference on emerging trends in communications &Signal Processing echniques,SANKETA-2012, Journal of innovation in electronics and communication,ISSN:2249-9946,Volume 2,Issue 2,pp:178-179.
179. Lohith Ujjaniya, M.Kalyan Chakravarthi, “Raspberry - Pi based cost effective vehicle collision avoidance system using image processing”, ARPN Journal of Engineering and Applied Sciences, 10(7), April 2015.pp.3001-3005.
How to Cite
S. Suman Rajest, R. Regin, Shynu T and Steffi. R 2023. A New Natural Language Processing-Based Essay Grading Algorithm . International Journal on Integrated Education. 6, 3 (Mar. 2023), 56-72. DOI:https://doi.org/10.17605/ijie.v6i3.4079.